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1. Electric-Power-Consumption-Visualization-Analysis Electric-Power-Consumption-Visualization-Analysis Public

   In my Time Series Modeling Case Study Report (2023), I analyzed & forecasted Johnson & Johnson quarterly sales (1960–1980) & Amazon daily stock prices (2000–2023) using ARMA, LSTM, & GRU models. LS…

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2. Electric-Power-Consumption-Analysis Electric-Power-Consumption-Analysis Public

   I visualized electric power consumption (kWh/capita) for 8 countries (2001–2014) using Pandas/Matplotlib. Line plots show China's +200% surge (1,200→3,600); bar (2008) ranks Canada #1 (16k); pies h…

   Python

3. World-Bank-Energy-and-Emissions-Data-Analysis World-Bank-Energy-and-Emissions-Data-Analysis Public

   I analyzed & forecasted Johnson & Johnson quarterly sales (1960–1980) & Amazon daily stock prices (2000–2023) using ARMA, LSTM, & GRU models. LSTM/GRU excelled (MAPE=3.2% for Amazon) on non-linear …

   Python

4. An-Investigation-into-Energy-Consumption-and-Population-Growth-By-Clustering-Analysis An-Investigation-into-Energy-Consumption-and-Population-Growth-By-Clustering-Analysis Public

   This repository contains the code, data, and analysis for a project investigating the relationship between energy consumption and population growth in four select regions: India, the United States,…

   Python

5. Image-Segmentation-by-Using-COCO-2017-Dataset Image-Segmentation-by-Using-COCO-2017-Dataset Public

   I trained Mask R-CNN (ResNet-50) on COCO-2017 subset (600 imgs, 4 classes: cake/car/dog/person) for instance masks. EDA showed 'person' dominance (~50%); avg IoU=0.70 (person 0.75, cake 0.60 due to…

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6. automated-image-captioning- automated-image-captioning- Public

   In my MSc Capstone (Jan 2025, UH), I developed CNN-LSTM for image captioning on MS COCO 2014 (~80k train imgs, GloVe embeds). Encoder: ResNet-50 features; Decoder: LSTM w/ beam search. BLEU-4=0.28 …

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